#Installing packages#
#install.packages("parallel")

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library(MASS)
library(Matrix)
library(glmnet)
Loaded glmnet 4.1-2
library(Rcpp)
library(VSURF)
library(stats)
library(parallel)
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
set.seed(456)

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beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda

lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)
Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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RF_VSURF <- function(data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  

  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  options(warn = defaultW) #re-enable warning messages

  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars
  
  #---------------------
  # OOB error
  #---------------------
  OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
  
  result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error)
  
  return(result)
}
  
cv.lasso_2 <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses 1 SE lambda
  # as conservative estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse)
  return(results)
}
#--------------------------------
# Simulation 1
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 30
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}
Thresholding step
Estimated computational time (on one core): 57 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
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  |==================                                                                                                                                                                                         |   9%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
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  |======================================================================================================================================================================                                     |  82%
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  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                                                                                                                                 
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  |=================                                                                                                                                                                                          |   8%
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  |==================================                                                                                                                                                                         |  17%
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  |===================================================                                                                                                                                                        |  25%
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  |====================================================================                                                                                                                                       |  33%
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  |=====================================================================================                                                                                                                      |  42%
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  |======================================================================================================                                                                                                     |  50%
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  |======================================================================================================================                                                                                     |  58%
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  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
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  |=========================================================================================================================================================================                                  |  83%
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  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
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  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
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  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  9 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  6 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  55 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.2 sec. and  8.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  15.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  19.2 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 6 variables)
Estimated computational time (on one core): between 4.5 sec. and  7.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  13.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  22 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 20 sec.

  |                                                                                                                                                                                                                 
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  |====================                                                                                                                                                                                       |  10%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
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  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 8 sec. and  8 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 57.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 19.5 sec. and  22.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
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  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=================                                                                                                                                                                                          |   8%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |===================================================                                                                                                                                                        |  25%
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  |====================================================================                                                                                                                                       |  33%
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  |=====================================================================================                                                                                                                      |  42%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |======================================================================================================================                                                                                     |  58%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 13.7 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
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  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
  |                                                                                                                                                                                                                 
  |=======================================================                                                                                                                                                    |  27%
  |                                                                                                                                                                                                                 
  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=============================================================                                                                                                                                              |  30%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.2 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.2 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  51.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                                                                                                                                 
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  |=================                                                                                                                                                                                          |   8%
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  |=====================================================================================                                                                                                                      |  42%
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  |======================================================================================================================                                                                                     |  58%
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  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
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  |=========================================================================================================================================================================                                  |  83%
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  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                                                                                                                                 
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  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 17 variables)
Maximum estimated computational time (on one core): 29.7 sec.

  |                                                                                                                                                                                                                 
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  |============                                                                                                                                                                                               |   6%
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  |========================                                                                                                                                                                                   |  12%
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  |===========================================================================================================                                                                                                |  53%
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  |=======================================================================================================================                                                                                    |  59%
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  |===================================================================================================================================                                                                        |  65%
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  |===============================================================================================================================================                                                            |  71%
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  |===========================================================================================================================================================                                                |  76%
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  |=======================================================================================================================================================================                                    |  82%
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  |===================================================================================================================================================================================                        |  88%
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  |===============================================================================================================================================================================================            |  94%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  72 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
  |                                                                                                                                                                                                                 
  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 18 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=================                                                                                                                                                                                          |   8%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |===================================================                                                                                                                                                        |  25%
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  |====================================================================                                                                                                                                       |  33%
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  |=====================================================================================                                                                                                                      |  42%
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  |======================================================================================================                                                                                                     |  50%
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  |======================================================================================================================                                                                                     |  58%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.2 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  33.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.8 sec. and  63.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  72 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
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  |====================                                                                                                                                                                                       |  10%
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  |==================================================================================================================================================================                                         |  80%
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  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  29.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  68.2 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  29.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 28.7 sec. and  63.2 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 23.7 sec. and  42.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  19.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  49.5 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=================                                                                                                                                                                                          |   8%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=====================================================================================                                                                                                                      |  42%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |======================================================================================================================                                                                                     |  58%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 26 variables)
Estimated computational time (on one core): between 26 sec. and  84.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 17.2 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  45 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 28.5 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=============================================================                                                                                                                                              |  30%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.2 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 31.2 sec. and  75 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 25 variables)
Estimated computational time (on one core): between 18.7 sec. and  68.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  72 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  52.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 23 variables)
Estimated computational time (on one core): between 23 sec. and  63.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 27.5 sec. and  55 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  60 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 22 sec. and  60.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  42.7 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  49.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 27 variables)
Estimated computational time (on one core): between 20.2 sec. and  87.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 10.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  40 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 24 sec. and  78 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  29.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |=========================                                                                                                                                                                                  |  12%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 25 sec. and  50 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 22 variables)
Estimated computational time (on one core): between 16.5 sec. and  49.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  47.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 26.3 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  38 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 14 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  33.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

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  |===========================================================================================================================================================================================================| 100%
#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim1_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim1_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim1_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  30 is:  2.956848
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")


#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")


#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")

#--------------------------------
# Simulation 2
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 30
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_2(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}
Thresholding step
Estimated computational time (on one core): 55.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

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Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 7 variables)
Estimated computational time (on one core): between 5.3 sec. and  7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 19 sec. and  52.3 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 56 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 10 sec. and  10 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 12 sec.

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  |==================================                                                                                                                                                                         |  17%
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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |==================================                                                                                                                                                                         |  17%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 11 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 5 variables)
Estimated computational time (on one core): between 3.7 sec. and  3.7 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
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  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==============                                                                                                                                                                                             |   7%
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  |=============================                                                                                                                                                                              |  14%
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  |============================================                                                                                                                                                               |  21%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |======================================================================================================                                                                                                     |  50%
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  |====================================================================================================================                                                                                       |  57%
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  |==================================================================================================================================                                                                         |  64%
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  |=================================================================================================================================================                                                          |  71%
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  |================================================================================================================================================================                                           |  79%
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  |==============================================================================================================================================================================                             |  86%
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  |============================================================================================================================================================================================               |  93%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  22.8 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
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  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 3 variables)
Estimated computational time (on one core): between 3 sec. and  2.2 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  38.2 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 15 sec. and  24 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.8 sec. and  13.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  24.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
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  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 4 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.8 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  55 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54.5 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  14 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  26.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=================                                                                                                                                                                                          |   8%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |===================================================                                                                                                                                                        |  25%
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  |====================================================================                                                                                                                                       |  33%
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  |=====================================================================================                                                                                                                      |  42%
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  |======================================================================================================                                                                                                     |  50%
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  |======================================================================================================================                                                                                     |  58%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  33.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 12.5 sec. and  12.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==============                                                                                                                                                                                             |   7%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |============================================                                                                                                                                                               |  21%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |========================================================================                                                                                                                                   |  36%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================                                                                         |  64%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |================================================================================================================================================================                                           |  79%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |============================================================================================================================================================================================               |  93%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  17.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
  |                                                                                                                                                                                                                 
  |==========================================================================                                                                                                                                 |  36%
  |                                                                                                                                                                                                                 
  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
  |                                                                                                                                                                                                                 
  |=======================================================                                                                                                                                                    |  27%
  |                                                                                                                                                                                                                 
  |==========================================================================                                                                                                                                 |  36%
  |                                                                                                                                                                                                                 
  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=================                                                                                                                                                                                          |   8%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |=====================================================================================                                                                                                                      |  42%
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  |======================================================================================================                                                                                                     |  50%
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  |======================================================================================================================                                                                                     |  58%
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  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
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  |=========================================================================================================================================================================                                  |  83%
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  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 20 sec. and  45 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
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  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
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  |======================================================================================================================================================================                                     |  82%
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  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 15 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  13.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 54 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
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  |====================                                                                                                                                                                                       |  10%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.3 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                                                                                                                                 
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  |====================                                                                                                                                                                                       |  10%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
  |                                                                                                                                                                                                                 
  |==========================================================================                                                                                                                                 |  36%
  |                                                                                                                                                                                                                 
  |============================================================================================                                                                                                               |  45%
  |                                                                                                                                                                                                                 
  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.7 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 13.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
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  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
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  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==============                                                                                                                                                                                             |   7%
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  |=============================                                                                                                                                                                              |  14%
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  |============================================                                                                                                                                                               |  21%
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  |=======================================================================================                                                                                                                    |  43%
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  |======================================================================================================                                                                                                     |  50%
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  |====================================================================================================================                                                                                       |  57%
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  |==================================================================================================================================                                                                         |  64%
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  |=================================================================================================================================================                                                          |  71%
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  |================================================================================================================================================================                                           |  79%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |============================================================================================================================================================================================               |  93%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=============================================================                                                                                                                                              |  30%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
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  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 1 variables)
Maximum estimated computational time (on one core): 0.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  26.3 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 8 variables)
Estimated computational time (on one core): between 6 sec. and  10 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==============                                                                                                                                                                                             |   7%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |============================================                                                                                                                                                               |  21%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |========================================================================                                                                                                                                   |  36%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================                                                                         |  64%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |================================================================================================================================================================                                           |  79%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |============================================================================================================================================================================================               |  93%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 26 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |================                                                                                                                                                                                           |   8%
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  |===============================                                                                                                                                                                            |  15%
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  |===============================================                                                                                                                                                            |  23%
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  |==============================================================                                                                                                                                             |  31%
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  |==============================================================================                                                                                                                             |  38%
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  |==============================================================================================                                                                                                             |  46%
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  |=============================================================================================================                                                                                              |  54%
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  |=============================================================================================================================                                                                              |  62%
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  |=============================================================================================================================================                                                              |  69%
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  |============================================================================================================================================================                                               |  77%
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  |============================================================================================================================================================================                               |  85%
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  |===========================================================================================================================================================================================                |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.2 sec. and  38.2 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 16 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                                                                                                                                 
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  |=============                                                                                                                                                                                              |   6%
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  |===============================================================                                                                                                                                            |  31%
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  |======================================================================================================                                                                                                     |  50%
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  |==================================================================================================================                                                                                         |  56%
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  |===============================================================================================================================                                                                            |  62%
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  |============================================================================================================================================                                                               |  69%
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  |========================================================================================================================================================                                                   |  75%
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  |=====================================================================================================================================================================                                      |  81%
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  |==================================================================================================================================================================================                         |  88%
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  |==============================================================================================================================================================================================             |  94%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 12 sec. and  18 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 55 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 2.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  33.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 16.2 sec. and  19.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  11 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  57.8 sec.

Prediction step (on 14 variables)
Maximum estimated computational time (on one core): 28 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==============                                                                                                                                                                                             |   7%
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  |=============================                                                                                                                                                                              |  14%
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  |============================================                                                                                                                                                               |  21%
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  |==========================================================                                                                                                                                                 |  29%
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  |========================================================================                                                                                                                                   |  36%
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  |=======================================================================================                                                                                                                    |  43%
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  |======================================================================================================                                                                                                     |  50%
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  |====================================================================================================================                                                                                       |  57%
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  |==================================================================================================================================                                                                         |  64%
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  |=================================================================================================================================================                                                          |  71%
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  |================================================================================================================================================================                                           |  79%
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  |==============================================================================================================================================================================                             |  86%
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  |============================================================================================================================================================================================               |  93%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  33.7 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  37.5 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 11 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
  |                                                                                                                                                                                                                 
  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  33.3 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 15 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.3 sec. and  42.7 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 17.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================                                                             |  70%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 19.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
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  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
  |                                                                                                                                                                                                                 
  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================                                                                          |  64%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================                                                       |  73%
  |                                                                                                                                                                                                                 
  |======================================================================================================================================================================                                     |  82%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 14 sec. and  28 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |====================                                                                                                                                                                                       |  10%
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  |=========================================                                                                                                                                                                  |  20%
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  |=============================================================                                                                                                                                              |  30%
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  |=================================================================================                                                                                                                          |  40%
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  |======================================================================================================                                                                                                     |  50%
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  |==========================================================================================================================                                                                                 |  60%
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  |==============================================================================================================================================                                                             |  70%
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  |==================================================================================================================================================================                                         |  80%
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  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 24 sec.

  |                                                                                                                                                                                                                 
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  |=================                                                                                                                                                                                          |   8%
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  |=====================================================================================                                                                                                                      |  42%
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  |======================================================================================================================                                                                                     |  58%
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  |=======================================================================================================================================                                                                    |  67%
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  |========================================================================================================================================================                                                   |  75%
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  |=========================================================================================================================================================================                                  |  83%
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  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  42.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 2 variables)
Maximum estimated computational time (on one core): 1.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================                                                                                                                                                                                         |   9%
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  |=====================================                                                                                                                                                                      |  18%
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  |=======================================================                                                                                                                                                    |  27%
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  |==========================================================================                                                                                                                                 |  36%
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  |============================================================================================                                                                                                               |  45%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
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  |======================================================================================================================================================================                                     |  82%
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  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 18 sec. and  36 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 21.3 sec. and  34 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  36 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |================                                                                                                                                                                                           |   8%
  |                                                                                                                                                                                                                 
  |===============================                                                                                                                                                                            |  15%
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  |===============================================                                                                                                                                                            |  23%
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  |==============================================================                                                                                                                                             |  31%
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  |==============================================================================                                                                                                                             |  38%
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  |==============================================================================================                                                                                                             |  46%
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  |=============================================================================================================                                                                                              |  54%
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  |=============================================================================================================================                                                                              |  62%
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  |=============================================================================================================================================                                                              |  69%
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  |============================================================================================================================================================                                               |  77%
  |                                                                                                                                                                                                                 
  |============================================================================================================================================================================                               |  85%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================                |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.3 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  37.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.8 sec. and  57.8 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 9 sec. and  15.8 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
Warning in min(model.vsurf$err.pred) :
  no non-missing arguments to min; returning Inf
Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 11.2 sec.

  |                                                                                                                                                                                                                 
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  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 15.7 sec. and  47.2 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                                                                                                                                 
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  |=======================                                                                                                                                                                                    |  11%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
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  |==============================================================================================================================================================                                             |  78%
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  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
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  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  45 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
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  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 12 variables)
Maximum estimated computational time (on one core): 21 sec.

  |                                                                                                                                                                                                                 
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  |=================                                                                                                                                                                                          |   8%
  |                                                                                                                                                                                                                 
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
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  |==========================================================================================================================================================================================                 |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 10 variables)
Maximum estimated computational time (on one core): 12.5 sec.

  |                                                                                                                                                                                                                 
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  |====================                                                                                                                                                                                       |  10%
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  |==================================================================================================================================================================                                         |  80%
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  |=======================================================================================================================================================================================                    |  90%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |=========================                                                                                                                                                                                  |  12%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
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  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 53 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 52 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  49.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 13.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
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  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
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  |==========================================================================================                                                                                                                 |  44%
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  |=================================================================================================================                                                                                          |  56%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 13 variables)
Maximum estimated computational time (on one core): 19.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |================                                                                                                                                                                                           |   8%
  |                                                                                                                                                                                                                 
  |===============================                                                                                                                                                                            |  15%
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  |===============================================                                                                                                                                                            |  23%
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  |==============================================================                                                                                                                                             |  31%
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  |==============================================================================                                                                                                                             |  38%
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  |==============================================================================================                                                                                                             |  46%
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  |=============================================================================================================                                                                                              |  54%
  |                                                                                                                                                                                                                 
  |=============================================================================================================================                                                                              |  62%
  |                                                                                                                                                                                                                 
  |=============================================================================================================================================                                                              |  69%
  |                                                                                                                                                                                                                 
  |============================================================================================================================================================                                               |  77%
  |                                                                                                                                                                                                                 
  |============================================================================================================================================================================                               |  85%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================                |  92%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
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  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 18.8 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.7 sec.

Prediction step (on 3 variables)
Maximum estimated computational time (on one core): 2.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  40 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.3 sec. and  16.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 4.2 sec. and  34 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
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  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  24 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 17 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 9 variables)
Maximum estimated computational time (on one core): 15.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=======================                                                                                                                                                                                    |  11%
  |                                                                                                                                                                                                                 
  |=============================================                                                                                                                                                              |  22%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |==========================================================================================                                                                                                                 |  44%
  |                                                                                                                                                                                                                 
  |=================================================================================================================                                                                                          |  56%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================                                             |  78%
  |                                                                                                                                                                                                                 
  |====================================================================================================================================================================================                       |  89%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 9 variables)
Estimated computational time (on one core): between 6.7 sec. and  11.3 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  11 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 7.5 sec. and  12.5 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 20 sec. and  32 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 8.8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
  |                                                                                                                                                                                                                 
  |=======================================================================================                                                                                                                    |  43%
  |                                                                                                                                                                                                                 
  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 8 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
  |                                                                                                                                                                                                                 
  |============================================================================                                                                                                                               |  38%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |===============================================================================================================================                                                                            |  62%
  |                                                                                                                                                                                                                 
  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 8 variables)
Maximum estimated computational time (on one core): 10 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================                                                                                                                                                                                  |  12%
  |                                                                                                                                                                                                                 
  |===================================================                                                                                                                                                        |  25%
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  |============================================================================                                                                                                                               |  38%
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  |======================================================================================================                                                                                                     |  50%
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  |===============================================================================================================================                                                                            |  62%
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  |========================================================================================================================================================                                                   |  75%
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  |==================================================================================================================================================================================                         |  88%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  36 sec.

Prediction step (on 11 variables)
Maximum estimated computational time (on one core): 16.5 sec.

  |                                                                                                                                                                                                                 
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  |==================                                                                                                                                                                                         |   9%
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  |============================================================================================                                                                                                               |  45%
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  |===============================================================================================================                                                                                            |  55%
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  |=================================================================================================================================                                                                          |  64%
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  |====================================================================================================================================================                                                       |  73%
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  |======================================================================================================================================================================                                     |  82%
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  |=========================================================================================================================================================================================                  |  91%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 51 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  45 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  28 sec.

Prediction step (on 4 variables)
Maximum estimated computational time (on one core): 3 sec.

  |                                                                                                                                                                                                                 
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  |===================================================                                                                                                                                                        |  25%
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  |======================================================================================================                                                                                                     |  50%
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  |========================================================================================================================================================                                                   |  75%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  26.3 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  42.7 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 10 variables)
Estimated computational time (on one core): between 10 sec. and  15 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 4.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 20 variables)
Estimated computational time (on one core): between 15 sec. and  50 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  22.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 24 variables)
Estimated computational time (on one core): between 18 sec. and  66 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
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  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.3 sec. and  30 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 12.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=============================                                                                                                                                                                              |  14%
  |                                                                                                                                                                                                                 
  |==========================================================                                                                                                                                                 |  29%
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  |=======================================================================================                                                                                                                    |  43%
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  |====================================================================================================================                                                                                       |  57%
  |                                                                                                                                                                                                                 
  |=================================================================================================================================================                                                          |  71%
  |                                                                                                                                                                                                                 
  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 50 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 12 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.2 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.7 sec. and  38.3 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |=========================================                                                                                                                                                                  |  20%
  |                                                                                                                                                                                                                 
  |=================================================================================                                                                                                                          |  40%
  |                                                                                                                                                                                                                 
  |==========================================================================================================================                                                                                 |  60%
  |                                                                                                                                                                                                                 
  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
  |                                                                                                                                                                                                           |   0%
  |                                                                                                                                                                                                                 
  |==================================                                                                                                                                                                         |  17%
  |                                                                                                                                                                                                                 
  |====================================================================                                                                                                                                       |  33%
  |                                                                                                                                                                                                                 
  |======================================================================================================                                                                                                     |  50%
  |                                                                                                                                                                                                                 
  |=======================================================================================================================================                                                                    |  67%
  |                                                                                                                                                                                                                 
  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  36 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 19 variables)
Estimated computational time (on one core): between 14.2 sec. and  47.5 sec.

Prediction step (on 7 variables)
Maximum estimated computational time (on one core): 5.2 sec.

  |                                                                                                                                                                                                                 
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  |=============================                                                                                                                                                                              |  14%
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  |=================================================================================================================================================                                                          |  71%
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  |==============================================================================================================================================================================                             |  86%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 9 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 46 sec.

Interpretation step (on 12 variables)
Estimated computational time (on one core): between 9 sec. and  18 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 12 sec. and  32 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.8 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  26 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |=================================================================================                                                                                                                          |  40%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 22.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 17 variables)
Estimated computational time (on one core): between 12.8 sec. and  34 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 45.5 sec.

Interpretation step (on 16 variables)
Estimated computational time (on one core): between 16 sec. and  32 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  24.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 13 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 21 variables)
Estimated computational time (on one core): between 21 sec. and  57.8 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |====================================================================                                                                                                                                       |  33%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 17.5 sec. and  21 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 13 variables)
Estimated computational time (on one core): between 9.7 sec. and  19.5 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 6 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 49 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 11.2 sec. and  30 sec.

Prediction step (on 6 variables)
Maximum estimated computational time (on one core): 7.5 sec.

  |                                                                                                                                                                                                                 
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  |==================================                                                                                                                                                                         |  17%
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  |======================================================================================================                                                                                                     |  50%
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  |=======================================================================================================================================                                                                    |  67%
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  |=========================================================================================================================================================================                                  |  83%
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  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  28 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 18 variables)
Estimated computational time (on one core): between 13.5 sec. and  40.5 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 6.3 sec.

  |                                                                                                                                                                                                                 
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  |=========================================                                                                                                                                                                  |  20%
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 15 variables)
Estimated computational time (on one core): between 15 sec. and  33.7 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 5 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 47.5 sec.

Interpretation step (on 14 variables)
Estimated computational time (on one core): between 10.5 sec. and  21 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

  |                                                                                                                                                                                                                 
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  |==========================================================================================================================                                                                                 |  60%
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  |==================================================================================================================================================================                                         |  80%
  |                                                                                                                                                                                                                 
  |===========================================================================================================================================================================================================| 100%Thresholding step
Estimated computational time (on one core): 48 sec.

Interpretation step (on 11 variables)
Estimated computational time (on one core): between 8.2 sec. and  13.8 sec.

Prediction step (on 5 variables)
Maximum estimated computational time (on one core): 3.7 sec.

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  |===========================================================================================================================================================================================================| 100%
#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  30 is:  2.868041
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")


#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")


#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")


#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")


#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")

#--------------------------------
# Simulation 2 - only LAssos
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 100
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        #res_RF = RF_VSURF(data=df, beta=beta)
        #retention_RF[i, j] = res_RF$retention   
        #identification_RF[i, j] = res_RF$identification
       # prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)
Duration for Number of Sims =  100 is:  3.114549
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")


#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")


#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")

identification_lasso
       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
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---
title: "R Notebook"
output: html_notebook
---



```{r}
#Installing packages#
#install.packages("parallel")
```

Add a new chunk by clicking the *Insert Chunk* button on the toolbar or by pressing *Ctrl+Alt+I*.
```{r}
library(MASS)
library(Matrix)
library(glmnet)
library(Rcpp)
library(VSURF)
library(stats)
library(parallel)
```
```{r}
#Import auxiliary functions
source("auxiliary_functions.R", local=FALSE)
```
```{r}
set.seed(456)
```

When you save the notebook, an HTML file containing the code and output will be saved alongside it (click the *Preview* button or press *Ctrl+Shift+K* to preview the HTML file).

The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike *Knit*, *Preview* does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.
```{r}
beta = beta_1(p=100,s=5)
df <- simulate(n=100, p=100, rho=0.5, beta=beta, SNR = 1)$df
x <- data.matrix(df[,-1]) #explan var, glmnet can't use dataframe
y <- data.matrix(df[,1]) #dependent var, glmnet can't use dataframe

cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
plot(cv.out) # Draw plot of training MSE as a function of lambda
lam = cv.out$lambda.1se # Select more conservative lambda for variable selection


lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
```


```{r}

beta = beta_2(p=50,s=5)
df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = 1)$df
result = RF_VSURF(data=df, beta=beta)

```






```{r}
RF_VSURF <- function(data, #data frame - dependent variable first
                     beta #true coefficients
){
  #--------------------------
  # Uses VSURF prediction under parallelization and
  # returns number of correctly identified  significant variables.
  # Mytree and ntree are set to default
  # ------------------------- 
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  defaultW <- getOption("warn")  #Turn off warning messages
  options(warn = -1) 
  

  #Variable Selection using Random Forest
  model.vsurf <- VSURF(x=x, y=y, parallel = TRUE , ncores= 4)
  
  options(warn = defaultW) #re-enable warning messages

  #---------------------
  # Retention Frequency
  #---------------------
  #Create boolian vector of selected coefficients
  loc = model.vsurf$varselect.pred # location of significant coefficients
  estim_var = rep(0, length(beta)) #create zero vector of correct length
  estim_var[loc] = 1 #populate zero vector
  
  retention = var_retention(estim_var, beta) #counts only significant variables
  identification = var_identification(estim_var, beta) #counts all vars
  
  #---------------------
  # OOB error
  #---------------------
  OOB_error = min(model.vsurf$err.pred) # VSURF returns a vector, final element is (minimal) OOB error and includes all !prediction! variables
  
  result = list("retention" = retention, "identification" = identification, "OOB_error" = OOB_error)
  
  return(result)
}
  

```








```{r}
cv.lasso_2 <- function(data, #data frame - dependent variable first
                     beta # true coefficients
){
  #--------------------------
  # Uses 10 fold CV and uses 1 SE lambda
  # as conservative estimate for variable selection
  # -------------------------
  x <- data.matrix(data[,-1]) #explan var, glmnet can't use dataframe
  y <- data.matrix(data[,1]) #dependent var, glmnet can't use dataframe
  
  cv.out = cv.glmnet(x, y, alpha = 1, intercept=FALSE) # Fit lasso model on training data
  #lam = cv.out$lambda.1se # Select more conservative lambda for variable selection
  lam = cv.out$lambda.min
  
  #---------------------
  # Retention Frequency
  #---------------------
  lasso_coef = predict(cv.out, type = "coefficients", s = lam) # Display coefficients using lambda chosen by CV
  retention = var_retention(lasso_coef, beta) #counts significant vars
  identification = var_identification(lasso_coef, beta) #counts all vars
  
  #---------------------
  # MSE
  #---------------------
  mse <- cv.out$cvm[cv.out$lambda == cv.out$lambda.1se]
  
  
  results = list("retention" = retention, "identification" =identification, "mse" = mse)
  return(results)
}
```


```{r}
#--------------------------------
# Simulation 1
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 30
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim1_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim1_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim1_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency lasso - conservative", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), main="Retention frequency lasso - optimal pred", col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), main="Retention frequency VSURF - prediction", col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency lasso - conservative", col="blue", type="b", ylim=c(75,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity), main="Identification frequency lasso - optimal pred", col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity), main="Identification frequency VSURF - prediction", col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE lasso - conservative", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2), main="MSE lasso - optimal pred", col="green", type="b")
points(snr.vec, error_rate(prediction_RF), main="MSE VSURF - prediction", col="red", type="b")

```







```{r}
#--------------------------------
# Simulation 2
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 30
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_2(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        res_RF = RF_VSURF(data=df, beta=beta)
        retention_RF[i, j] = res_RF$retention   
        identification_RF[i, j] = res_RF$identification
        prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")

```


```{r}
#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")
```



```{r}
#--------------------------------
# Simulation 2 - only LAssos
#--------------------------------

start_time <- Sys.time()

# Number of simulations
n_sim = 100
# Signal-to-noise ratios 
snr.vec = exp(seq(log(0.05),log(6),length=10))
#beta vector
beta = beta_1(p=50,s=5)
#containers to store results
retention_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
retention_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

identification_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
identification_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

prediction_lasso = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_lasso2 = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value
prediction_RF = matrix(NaN, ncol=length(snr.vec), nrow=n_sim) # each column corresponds to SNR value

#Simulation
for (j in 1:length(snr.vec)){
    SNR = snr.vec[j]
    for (i in 1:n_sim){
        df <- simulate(n=100, p=50, rho=0.5, beta=beta, SNR = SNR)$df 
        res_lasso = cv.lasso(data=df, beta=beta)
        retention_lasso[i, j] = res_lasso$retention   
        identification_lasso[i, j] = res_lasso$identification
        prediction_lasso[i, j] = res_lasso$mse
        
        res_lasso2 = cv.lasso_2(data=df, beta=beta)
        retention_lasso2[i, j] = res_lasso2$retention   
        identification_lasso2[i, j] = res_lasso2$identification
        prediction_lasso2[i, j] = res_lasso2$mse
        
        #res_RF = RF_VSURF(data=df, beta=beta)
        #retention_RF[i, j] = res_RF$retention   
        #identification_RF[i, j] = res_RF$identification
       # prediction_RF[i, j] = res_RF$OOB_error
        
    }
}

#Saving results in dataframe
sim1_retention = data.frame(cbind(t(retention_lasso), t(retention_lasso2), t(retention_RF)))
colnames(sim1_retention) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_retention,"sim2_retention.csv", row.names = FALSE)

sim1_identification = data.frame(cbind(t(identification_lasso), t(identification_lasso2), t(identification_RF)))
colnames(sim1_identification) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_identification,"sim2_identification.csv", row.names = FALSE)

sim1_prediction = data.frame(cbind(t(prediction_lasso), t(prediction_lasso2), t(prediction_RF)))
colnames(sim1_prediction) = c(rep("LASSO1", n_sim), rep("LASSO2", n_sim), rep("RF_pred", n_sim))
write.csv(sim1_prediction,"sim2_prediction.csv", row.names = FALSE)

end_time <- Sys.time()

cat("Duration for Number of Sims = ", n_sim, "is: ", end_time - start_time)

#--------------
# Retention Plot
#---------------
true_sparsity = sum(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(retention_lasso, true_sparsity), main="Retention frequency - Simulation 2", col="blue", type = "b")
lines(snr.vec, retention_frequency(retention_lasso2, true_sparsity), col="green", type="b")
lines(snr.vec, retention_frequency(retention_RF, true_sparsity), col="red", type="b")

#--------------
# Identification Plot
#---------------
true_sparsity = length(beta)# SUM as sparsity measure not correct if true beta not binary
plot(snr.vec, retention_frequency(identification_lasso, true_sparsity), main="Identification frequency - Simulation 2", col="blue", type="b", ylim=c(80,100))
points(snr.vec, retention_frequency(identification_lasso2, true_sparsity),  col="green", type="b")
points(snr.vec, retention_frequency(identification_RF, true_sparsity),  col = "red", type="b")

#--------------
# Prediction Plot
#---------------
plot(snr.vec, error_rate(prediction_lasso), main="MSE - Simulation 2", col="blue", type="b")
points(snr.vec, error_rate(prediction_lasso2),  col="green", type="b")
points(snr.vec, error_rate(prediction_RF), col="red", type="b")
```

```{r}
identification_lasso
```

